Table 1.
Optimal crop yield models for maize (ZeaL) and soybean (GlycL) production using the exponential form of logistic growth.
| Crop | Fit | Variable | rmax | a | c | b | AICc | ΔAICc | wi | R2 |
|---|---|---|---|---|---|---|---|---|---|---|
| ZeaL | L | tM/tMin | 1.20 | 0.37** | −5.49** | 12.58** | −22.03 | 0 | 0.97 | 0.80 |
| L | tmax/tMin | 1.20 | 0.41** | −5.99** | 10.32** | −12.12 | 9.91 | 0.01 | 0.78 | |
| L | Shannon/tMin | 1.20 | 0.53** | −4.76** | 11.87** | −11.83 | 10.19 | 0.01 | 0.84 | |
| L | Simpson/tMin | 1.20 | 0.51 | −4.55** | 12.85** | −11.76 | 10.26 | 0.01 | 0.84 | |
| P | 1.20 | 0.93** | −7.91** | 88.26 | 87.27 | 0 | 0.49 | |||
| GlycL | V | Eevennes | 0.97 | 0.63** | −4.09* | 0.31* | −64.27 | 0 | 0.22 | 0.96 |
| V | Simpson | 0.97 | 0.64** | −4.15* | 0.31* | −64.11 | 0.16 | 0.20 | 0.96 | |
| V | Shannon | 0.97 | 0.65** | −4.19* | 0.30* | −63.98 | 0.30 | 0.19 | 0.96 | |
| V | Invsimp | 0.97 | 0.65** | −4.27* | 0.30* | −63.73 | 0.54 | 0.17 | 0.96 | |
| V | Jevenness | 0.97 | 0.64** | −4.11* | 0.31* | −63.15 | 1.12 | 0.13 | 0.97 | |
| V | Richness | 0.97 | 0.71** | −4.80** | 0.26* | −62.34 | 1.93 | 0.08 | 0.96 | |
| P | 0.97 | 1.95** | −15.23** | 61.67 | 125.95 | 0 | 0.76 |
The best models were chosen by using multi-model selection methods described by Burnham et al. (2002) that compare a suite of candidate models using Akaike weights. We evaluated our basic model with internal processes (P) and the external perturbations of their parameters: rmax maximum finite reproductive rate (vertical model, V), a non-linearity coefficient (non-linear model, N), c the ratio between demand and offer of limiting resources (lateral model, L); with b coefficients for different external effects, AICc corrected Akaike information criterion, ΔAICc delta AICc and wi Akaike weights of a set of selected models, and R2 pseudo-coefficient of determination. Further description of the variables included in the models are given under “Materials and Methods” (here minimum -tMin-, mean -tM- and average maximum -tmax- temperature for growing season and weed community diversity indices –Shannon and Simpson indices-).
p < 0.01;
p < 0.05.